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Data Science Training | Data Science Tutorial for Beginners | Data Science with R | Edureka

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Data Science Training | Data Science Tutorial for Beginners | Data Science with R | Edureka

***** Data Science Training - https://www.edureka.co/data-science *****
This Edureka tutorial on "Data Science Training" will provide you with a detailed and comprehensive training on Data Science, the real-life use cases and the various paths one can take to become a data scientist. It will also help you understand the various phases of Data Science.

Data Science Blog Series: https://goo.gl/1CKTyN
http://www.edureka.co/data-science

***** Data Science Training - https://www.edureka.co/data-science *****
This Edureka tutorial on "Data Science Training" will provide you with a detailed and comprehensive training on Data Science, the real-life use cases and the various paths one can take to become a data scientist. It will also help you understand the various phases of Data Science.

Data Science Blog Series: https://goo.gl/1CKTyN
http://www.edureka.co/data-science

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Data Science Training | Data Science Tutorial for Beginners | Data Science with R | Edureka

  1. 1. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science
  2. 2. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science
  3. 3. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science 430$ Billion
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  7. 7. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Data Science Training
  8. 8. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Today’s Training Topics ❖ Data Scientist and Various Paths ❖ Data Science Training at Edureka ❖ What is Data Science? ❖ Data Science Use Cases ❖ Data Science Projects at Edureka ❖ Data Science Demo
  9. 9. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science So Many Options
  10. 10. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Languages & Frameworks
  11. 11. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Data Scientist Paths
  12. 12. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Data Scientist Paths
  13. 13. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science DATA SCIENCE @
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  18. 18. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science
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  22. 22. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science
  23. 23. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science
  24. 24. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Data science, also known as data-driven science, is an interdisciplinary field about scientific methods, processes, and systems to extract knowledge or insights from data in various forms, either structured or unstructured. It is the study of where information comes from, what it represents and how it can be turned into a valuable resource in the creation of business and IT strategies. What is Data Science?
  25. 25. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Statistics Data Science Peripherals
  26. 26. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Statistics Prog Languages Data Science Peripherals
  27. 27. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Statistics Prog Languages Software Data Science Peripherals
  28. 28. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Statistics Prog Languages Software Machine Learning Data Science Peripherals
  29. 29. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Statistics Prog Languages Software Machine Learning Big Data Data Science Peripherals
  30. 30. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science It’s not a New Thing Statistics
  31. 31. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science It’s not a New Thing Statistics Artificial Intelligence
  32. 32. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science It’s not a New Thing Statistics Artificial Intelligence
  33. 33. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science It’s not a New Thing Statistics Artificial Intelligence
  34. 34. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science It’s not a New Thing Statistics Artificial Intelligence Business Intelligence
  35. 35. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science It’s not a New Thing Statistics Artificial Intelligence Business Intelligence Data Analytics
  36. 36. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Use of Data Then
  37. 37. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Use of Data Then
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  40. 40. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Use of Data Then
  41. 41. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Data Preparation & Cleaning 65% Analysis & Insights 10% Strategizing 10% Modeling & Iteration 10% Making Decision 5% Roles of Data Analyst - Then
  42. 42. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Traditional BI Tools Challenges
  43. 43. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science ERA OF DATA SCIENCE
  44. 44. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Sales, Data Preparation & Cleaning, 65% 10% Sales, Analysis & Insights, 10% 25% Strategizing 10% 20% Modeling & Iteration 10% 20% Making Decision 5% 25% Roles of Data Scientist - Now
  45. 45. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Recommendation Engines Object Detection Data Science – Use Cases
  46. 46. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Voice Assistants Sentimental Analysis Data Science – Use Cases
  47. 47. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Data Acquisition Data Science Life Cycle
  48. 48. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Data Acquisition Data Preparation Data Science Life Cycle
  49. 49. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Data Acquisition Data Preparation Hypothesis & Modelling Data Science Life Cycle
  50. 50. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Data Acquisition Data Preparation Hypothesis & Modelling Evaluation & Interpretation Data Science Life Cycle
  51. 51. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Data Acquisition Data Preparation Hypothesis & Modelling Deployment Evaluation & Interpretation Data Science Life Cycle
  52. 52. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Data Acquisition Data Preparation Hypothesis & Modelling Deployment Operation & Optimization Evaluation & Interpretation Data Science Life Cycle
  53. 53. Copyright © 2018, edureka and/or its affiliates. All rights reserved. Projects @
  54. 54. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Projects @edureka! The goal of this project is to explore the movie dataset, given the parameters like: "duration", "movie title", "gross collection", "budget", "title year", etc. Movies Collection The Use-Case scenario is to create recommendations for customers of a grocery store based upon historical transaction data. Recommendation System for Grocery Store
  55. 55. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Projects @edureka! This project focuses on social media analytics. The problem can be defined as Measuring, Analyzing, and Interpreting interactions and associations between people, topics and ideas Twitter Analysis This project is about analyzing the data and applying time series model to forecast the number of bookings an Airline firm can expect each month Air Passengers Forecasting
  56. 56. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Hi I am john, I need some baseline for pricing my Villas and Independent Houses Real Estate Company Use Case
  57. 57. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science 4 5 6 1 2 3 Data Acquisition / Collection
  58. 58. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science 4 5 6 1 2 3 Data Preparation
  59. 59. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science 4 5 6 1 2 3 Hypothesis and Modelling F(x) Price No of bedrooms Criminal rate Pollution Population
  60. 60. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science 4 5 6 1 2 3 Evaluation and Interpretation F(x)Test set Accurate?
  61. 61. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science 4 5 6 1 2 3 Deployment Spark Java F(x) F(x)
  62. 62. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science 4 5 6 1 2 3 Operation and Optimization New factor from data set (E.g. Educational institutions) F(x) Y(x) Accurate?
  63. 63. Copyright © 2018, edureka and/or its affiliates. All rights reserved. Demo
  64. 64. DATA SCIENCE CERTIFICATION TRAINING https://www.edureka.co/data-science Dataset Description Column Description CRIM per capita crime rate by town ZN proportion of residential land zoned for lots over 25,000 sq.ft. INDUS proportion of non-retail business acres per town. CHAS Charles River dummy variable (1 if tract bounds river; 0 otherwise) NOX nitric oxides concentration (parts per 10 million) RM average number of rooms per dwelling AGE proportion of owner-occupied units built prior to 1940 DIS weighted distances to five Boston employment centres RAD index of accessibility to radial highways TAX full-value property-tax rate per $10,000 PTRATIO pupil-teacher ratio by town B 1000(Bk - 0.63)^2 where Bk is the proportion of blacks by town LSTAT % lower status of the population MEDV Median value of owner-occupied homes in $1000's

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